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Research Model of Churn Prediction Based on Customer Segmentation and Misclassification Cost in the Context of Big Data

Research Model of Churn Prediction Based on Customer Segmentation and Misclassification Cost in the Context of Big Data
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摘要 Enterprises have vast amounts of customer behavior data in the era of big data. How to take advantage of these data to evaluate custom forfeit risks effectively is a common issue faced by enterprises. Most of traditional customer churn predicting models ignore customer segmentation and misclassification cost, which reduces the rationality of model. Dealing with these deficiencies, we established a research model of customer churn based on customer segmentation and misclassification cost. We utilized this model to analyze customer behavior data of a telecom company. The results show that this model is better than those models without customer segmentation and misclassification cost in terms of the performance, accuracy and coverage of model. Enterprises have vast amounts of customer behavior data in the era of big data. How to take advantage of these data to evaluate custom forfeit risks effectively is a common issue faced by enterprises. Most of traditional customer churn predicting models ignore customer segmentation and misclassification cost, which reduces the rationality of model. Dealing with these deficiencies, we established a research model of customer churn based on customer segmentation and misclassification cost. We utilized this model to analyze customer behavior data of a telecom company. The results show that this model is better than those models without customer segmentation and misclassification cost in terms of the performance, accuracy and coverage of model.
机构地区 School of Business
出处 《Journal of Computer and Communications》 2015年第6期87-93,共7页 电脑和通信(英文)
关键词 BIG Data CHURN Prediction CUSTOMER Segmentation MISCLASSIFICATION COST Big Data Churn Prediction Customer Segmentation Misclassification Cost
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